Table 1 List of 23 Key metabolites obtained from t-test responsible for discriminating sea level control group and Siachen group.
Metabolites name | Metabolite's concentration | Univariate analysis | Multivariate analysis | Pathway | ||||||
|---|---|---|---|---|---|---|---|---|---|---|
Area of metabolite's NMR peaks/area of NMR peak of 0.1 mM TSP (mean ± Std) | ||||||||||
Baseline | Siachen | t-value | p value | − log10(p) | FDR | PLS-DA | OPLS-DA | Random forest | HMDB | |
Sea-level | (Altitude: 3700 m) | VIP scores | MDA | |||||||
Cisaconitate | 0.0544 ± 0.0150 | 0.3924 ± 0.0840 | − 14.5560 | 0.0000 | 26.2080 | 0.0000 | 2.1597 | 2.0918 | 0.0490 | HMDB0000072 |
NMN | 0.0154 ± 0.0070 | 0.0456 ± 0.0088 | − 12.5440 | 0.0000 | 21.8800 | 0.0000 | 1.8782 | 1.9151 | 0.1353 | HMDB0000229 |
Tyrosine | 0.3516 ± 0.1290 | 0.6681 ± 0.0909 | − 9.4024 | 0.0000 | 14.8720 | 0.0000 | 1.7805 | 1.8007 | 0.0160 | HMDB0000158 |
Choline | 0.4881 ± 0.1544 | 0.7811 ± 0.0726 | − 9.1794 | 0.0000 | 14.3720 | 0.0000 | 1.7560 | 1.8501 | 0.0266 | HMDB0000097 |
Creatinine | 5.0116 ± 1.6229 | 5.0499 ± 0.5427 | 7.6818 | 0.0000 | 11.0630 | 0.0000 | 1.5431 | 1.6007 | 0.0207 | HMDB0000562 |
Isoleucine | 0.4176 ± 0.1330 | 0.7659 ± 0.1244 | − 7.5397 | 0.0000 | 10.7550 | 0.0000 | 1.5348 | 1.6129 | 0.0055 | HMDB0000172 |
Alanine | 0.2098 ± 0.0725 | 0.3218 ± 0.0319 | − 6.6677 | 0.0000 | 8.9054 | 0.0000 | 1.4138 | 1.4630 | 0.0111 | HMDB0000161 |
Cysteine | 0.3519 ± 0.1147 | 0.3355 ± 0.0326 | 6.2969 | 0.0000 | 8.1432 | 0.0000 | 1.4294 | 1.3883 | 0.0075 | HMDB0000574 |
Dihydroxymandalate | 0.0556 ± 0.0189 | 0.0852 ± 0.0079 | − 5.8819 | 0.0000 | 7.3118 | 0.0000 | 1.3182 | 1.3309 | 0.0033 | HMDB0001866 |
Allantoin | 0.0156 ± 0.0070 | 0.0298 ± 0.0035 | − 4.9027 | 0.0000 | 5.4609 | 0.0000 | 1.2858 | 1.2422 | 0.0078 | HMDB0000462 |
Acetoacetate | 0.1341 ± 0.0485 | 0.1833 ± 0.0205 | − 4.0759 | 0.0001 | 4.0491 | 0.0003 | 1.0650 | 1.0521 | 0.0107 | HMDB0000060 |
Lactate | 0.2661 ± 0.0863 | 0.3991 ± 0.0408 | − 3.8325 | 0.0002 | 3.6647 | 0.0006 | 1.0761 | 1.0328 | 0.0180 | HMDB0000190 |
Sarcosine | 0.1906 ± 0.0617 | 0.2537 ± 0.0256 | − 3.5301 | 0.0006 | 3.2089 | 0.0016 | 0.8341 | 0.8670 | 0.0028 | HMDB0000271 |
TMAO | 0.5334 ± 0.1812 | 0.5278 ± 0.0723 | 3.5292 | 0.0006 | 3.2076 | 0.0016 | 0.8007 | 0.7650 | 0.0028 | HMDB0000925 |
Succinate | 0.0428 ± 0.0131 | 0.0488 ± 0.0050 | 3.4421 | 0.0008 | 3.0809 | 0.0020 | 0.8418 | 0.8165 | HMDB0000254 | |
Indoxylsulphate | 0.0338 ± 0.0152 | 0.0266 ± 0.0064 | 3.1382 | 0.0022 | 2.6563 | 0.0050 | ||||
Methylhistidine | 0.0052 ± 0.0031 | 0.0040 ± 0.0013 | 2.8163 | 0.0058 | 2.2363 | 0.0123 | ||||
Dimethylamine | 0.2874 ± 0.0879 | 0.3299 ± 0.0344 | 2.6066 | 0.0105 | 1.9799 | 0.0209 | ||||
Glycine | 0.3636 ± 0.1567 | 0.5094 ± 0.0610 | − 2.5009 | 0.0139 | 1.8560 | 0.0264 | ||||
Acetate | 0.1145 ± 0.0455 | 0.1129 ± 0.0122 | 2.4159 | 0.0174 | 1.7589 | 0.0314 | ||||
Dimethylglycine | 0.0921 ± 0.0309 | 0.1209 ± 0.0138 | − 2.3599 | 0.0201 | 1.6962 | 0.0345 | ||||
Hydroxybutyrate | 0.3158 ± 0.1073 | 0.3937 ± 0.0486 | − 2.2830 | 0.0244 | 1.6118 | 0.0400 | ||||
Urocanate | 0.0281 ± 0.0234 | 0.0166 ± 0.0180 | 2.2182 | 0.0287 | 1.5422 | 0.0449 | ||||